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In this study, we investigate the brain networks during positive and negative emotions for different types of stimulus (audio only, video only and audio + video) in $$\alpha , \beta$$ α , β , and $$\gamma$$ γ bands in terms of phase locking value, a nonlinear method to study functional connectivity. Results show notable hemispheric lateralization as phase synchronization values...
Emotion recognition from EEG signals has an important role in designing Brain-Computer Interface. This paper compares effects of audio and visual stimuli, used for collecting emotional EEG signals, on emotion classification performance. For this purpose EEG data from 25 subjects are collected and binary classification (low/high) for valence and activation emotion dimensions are performed. Wavelet...
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